current parameter status : 
sigma 2.0961 False
beta 0.97 False
phi 0.294 False
psi 0.1428 False
delta_h1 0.0024 True
delta_h2 3.4345 True
eta 0.0 False
tfp 0.7951 True
price 0.6426 True
risk 0.0 False
-- 
number of parameters:  10
number of free parameters:  4
current parameter status : 
sigma 2.0961 False
beta 0.97 False
phi 0.294 False
psi 0.1428 False
delta_h1 0.0024 True
delta_h2 3.4345 True
eta 0.0 False
tfp 0.7951 True
price 0.6426 True
risk 0.0 False
- using these moments:
mshare 0.07812250000000001 0.001997734289947761
trans_fromgood 0.9647473312433346 0.005239327914156343
trans_frombad 0.3574880248581171 0.04396049864000211
grad2 1.026433692323439 0.028046802954318113
grad3 0.998900208704609 0.03144038177722934
grad4 1.0525794696821822 0.026535103898256047
tfp 0.6402592229336113 0.004734013487925457
f =  58.16840513589747 , pars =  [2.35301353e-03 3.43449440e+00 7.95094826e-01 6.42583926e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.08743761306846036
trans_fromgood 0.9647473312433346 0.9677582924509174
trans_frombad 0.3574880248581171 0.5057256022515272
grad2 1.026433692323439 1.0480424350423534
grad3 0.998900208704609 1.0643139350218283
grad4 1.0525794696821822 1.073409660913059
tfp 0.6402592229336113 0.6195230066873878
f =  50.71557843352394 , pars =  [0.10235301 3.4344944  0.79509483 0.64258393]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07486492764938814
trans_fromgood 0.9647473312433346 0.9677582924509162
trans_frombad 0.3574880248581171 0.4781692923616591
grad2 1.026433692323439 1.0484718346030262
grad3 0.998900208704609 1.068586460404696
grad4 1.0525794696821822 1.0802884691269932
tfp 0.6402592229336113 0.6128307010968205
f =  38.952779351966385 , pars =  [2.35301353e-03 3.53449440e+00 7.95094826e-01 6.42583926e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.0799099353965024
trans_fromgood 0.9647473312433346 0.9708264965882171
trans_frombad 0.3574880248581171 0.5061218255574909
grad2 1.026433692323439 1.0449634711289368
grad3 0.998900208704609 1.0596393802369188
grad4 1.0525794696821822 1.0676693925929999
tfp 0.6402592229336113 0.6186261723926578
f =  497.7491382452332 , pars =  [2.35301353e-03 3.43449440e+00 8.95094826e-01 6.42583926e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07847507384172575
trans_fromgood 0.9647473312433346 0.9677582924509179
trans_frombad 0.3574880248581171 0.5695913662235675
grad2 1.026433692323439 1.0382218666644367
grad3 0.998900208704609 1.0506997347402862
grad4 1.0525794696821822 1.0575893584118052
tfp 0.6402592229336113 0.7430191311003433
f =  129.81546581253858 , pars =  [2.35301353e-03 3.43449440e+00 7.95094826e-01 7.42583926e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.09736001086541915
trans_fromgood 0.9647473312433346 0.9677582924509159
trans_frombad 0.3574880248581171 0.45596812483310145
grad2 1.026433692323439 1.062587483611246
grad3 0.998900208704609 1.0834764498644816
grad4 1.0525794696821822 1.0948312700750324
tfp 0.6402592229336113 0.6189283833500424
f =  145.8448716049954 , pars =  [-0.09764699  3.4344944   0.79509483  0.64258393]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.09787702052686723
trans_fromgood 0.9647473312433346 0.9677582924509156
trans_frombad 0.3574880248581171 0.4497839297966846
grad2 1.026433692323439 1.0697945464949261
grad3 0.998900208704609 1.0963541552773368
grad4 1.0525794696821822 1.1076811349415587
tfp 0.6402592229336113 0.6156537836986513
f =  114.7904771678826 , pars =  [2.35301353e-03 3.33449440e+00 7.95094826e-01 6.42583926e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.09576227774490031
trans_fromgood 0.9647473312433346 0.964367402467652
trans_frombad 0.3574880248581171 0.5099591373580405
grad2 1.026433692323439 1.0496954612388631
grad3 0.998900208704609 1.0675240534005324
grad4 1.0525794696821822 1.077599655874392
tfp 0.6402592229336113 0.6199262811941711
f =  947.8342740973042 , pars =  [2.35301353e-03 3.43449440e+00 6.95094826e-01 6.42583926e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.09961727299914581
trans_fromgood 0.9647473312433346 0.9677582924509162
trans_frombad 0.3574880248581171 0.44875419683082407
grad2 1.026433692323439 1.053595799801959
grad3 0.998900208704609 1.0738470716719462
grad4 1.0525794696821822 1.086419821245552
tfp 0.6402592229336113 0.5047656144786083
f =  36.598876662596126 , pars =  [2.35301353e-03 3.43449440e+00 7.95094826e-01 5.42583926e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07670782658103872
trans_fromgood 0.9647473312433346 0.9677582924509149
trans_frombad 0.3574880248581171 0.5468039040844951
grad2 1.026433692323439 1.0414706445226807
grad3 0.998900208704609 1.0546714901899354
grad4 1.0525794696821822 1.0621824670088458
tfp 0.6402592229336113 0.6227650289174116
f =  59.65461242249971 , pars =  [0.05654267 3.51669214 0.81141725 0.54895501]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.06591043675036176
trans_fromgood 0.9647473312433346 0.9703024920575558
trans_frombad 0.3574880248581171 0.5448887475238644
grad2 1.026433692323439 1.036393236511477
grad3 0.998900208704609 1.0494085994120446
grad4 1.0525794696821822 1.0568553173083117
tfp 0.6402592229336113 0.6378606201938051
f =  24.440210106012948 , pars =  [0.02924522 3.39571153 0.81139343 0.53992801]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07537856635001813
trans_fromgood 0.9647473312433346 0.9664833024874107
trans_frombad 0.3574880248581171 0.5447910901181605
grad2 1.026433692323439 1.0432648427118538
grad3 0.998900208704609 1.0579729891804999
grad4 1.0525794696821822 1.0660239309442274
tfp 0.6402592229336113 0.6384681269302698
f =  24.129492438294324 , pars =  [1.66224804e-03 3.43571641e+00 8.10732307e-01 5.51690329e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07642152662086762
trans_fromgood 0.9647473312433346 0.96779766815438
trans_frombad 0.3574880248581171 0.5509489743258558
grad2 1.026433692323439 1.0423429226126817
grad3 0.998900208704609 1.0554225856831112
grad4 1.0525794696821822 1.0625295204686693
tfp 0.6402592229336113 0.6399492736409608
f =  23.839189976090267 , pars =  [-0.00594457  3.42622662  0.80970835  0.55438878]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07822975467485171
trans_fromgood 0.9647473312433346 0.9674906201167861
trans_frombad 0.3574880248581171 0.551023881573082
grad2 1.026433692323439 1.044421796219226
grad3 0.998900208704609 1.057060378518386
grad4 1.0525794696821822 1.06409360577978
tfp 0.6402592229336113 0.6383739183108609
f =  25.17831563923535 , pars =  [-3.84667932e-04  3.40682444e+00  8.08219464e-01  5.39711379e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07728713841074654
trans_fromgood 0.9647473312433346 0.9668537085257495
trans_frombad 0.3574880248581171 0.5627883462957322
grad2 1.026433692323439 1.0387363555579396
grad3 0.998900208704609 1.0514036221380823
grad4 1.0525794696821822 1.0584837524845876
tfp 0.6402592229336113 0.6404304193141508
f =  23.764878273925977 , pars =  [-0.0139736   3.43017524  0.8123682   0.55080153]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07784822425748479
trans_fromgood 0.9647473312433346 0.9676187340643116
trans_frombad 0.3574880248581171 0.5490017009302609
grad2 1.026433692323439 1.0446678942499614
grad3 0.998900208704609 1.0578119847418874
grad4 1.0525794696821822 1.06488785570071
tfp 0.6402592229336113 0.6429280060002167
f =  24.20045414767457 , pars =  [-0.01829104  3.43866394  0.80932105  0.55092959]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07806947952155589
trans_fromgood 0.9647473312433346 0.9678924457312365
trans_frombad 0.3574880248581171 0.5495499500335518
grad2 1.026433692323439 1.0475070725333142
grad3 0.998900208704609 1.0593577396194884
grad4 1.0525794696821822 1.066180846933357
tfp 0.6402592229336113 0.6380056870601551
f =  24.7297522989169 , pars =  [-0.01298226  3.43190983  0.81933531  0.55769122]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07816838643496828
trans_fromgood 0.9647473312433346 0.9676748536470076
trans_frombad 0.3574880248581171 0.5448454614548712
grad2 1.026433692323439 1.0463547466822918
grad3 0.998900208704609 1.0593783352198352
grad4 1.0525794696821822 1.0667779661343397
tfp 0.6402592229336113 0.6465428516121636
f =  22.95847896879657 , pars =  [-0.01638951  3.43284951  0.81362372  0.56004465]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07907394648538325
trans_fromgood 0.9647473312433346 0.9677052148788642
trans_frombad 0.3574880248581171 0.5406976918072067
grad2 1.026433692323439 1.0485033734844604
grad3 0.998900208704609 1.0618819247822664
grad4 1.0525794696821822 1.0690720802889095
tfp 0.6402592229336113 0.6410182147246893
f =  25.92615897429139 , pars =  [-0.0145144   3.43757252  0.8154208   0.56846769]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.0788522089079211
trans_fromgood 0.9647473312433346 0.967857383684077
trans_frombad 0.3574880248581171 0.5440514991170213
grad2 1.026433692323439 1.0465545571412103
grad3 0.998900208704609 1.0595215622382228
grad4 1.0525794696821822 1.0666970508329168
tfp 0.6402592229336113 0.6483408757266559
f =  23.348724538165946 , pars =  [-0.02511055  3.43671038  0.81559488  0.56231441]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07960797123571556
trans_fromgood 0.9647473312433346 0.9678296604288505
trans_frombad 0.3574880248581171 0.529825038846132
grad2 1.026433692323439 1.055000577228653
grad3 0.998900208704609 1.0686373322264902
grad4 1.0525794696821822 1.0760231986514985
tfp 0.6402592229336113 0.6430331287571325
f =  24.66673173502517 , pars =  [-0.01990507  3.4239245   0.81551847  0.56214107]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07995732299928206
trans_fromgood 0.9647473312433346 0.9674156934775594
trans_frombad 0.3574880248581171 0.5427713477083778
grad2 1.026433692323439 1.0482312633194897
grad3 0.998900208704609 1.0614949012524415
grad4 1.0525794696821822 1.0687394404944826
tfp 0.6402592229336113 0.6446517480450453
f =  23.45845086178344 , pars =  [-0.00836916  3.43804626  0.81260963  0.55728069]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07761374251515597
trans_fromgood 0.9647473312433346 0.9678726072403726
trans_frombad 0.3574880248581171 0.5488403177949741
grad2 1.026433692323439 1.0442788450475826
grad3 0.998900208704609 1.0568036761169675
grad4 1.0525794696821822 1.0640003267061853
tfp 0.6402592229336113 0.6418207370692239
f =  23.192738637423655 , pars =  [-0.01941075  3.43788747  0.81400862  0.55673406]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07858346219472337
trans_fromgood 0.9647473312433346 0.9678675053337658
trans_frombad 0.3574880248581171 0.5441424204859593
grad2 1.026433692323439 1.0472075048968592
grad3 0.998900208704609 1.0603645623699602
grad4 1.0525794696821822 1.0673931301073054
tfp 0.6402592229336113 0.6415521178137061
f =  23.08578798749703 , pars =  [-0.01780884  3.43630862  0.81379238  0.55672928]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07857502009583128
trans_fromgood 0.9647473312433346 0.9678167329178206
trans_frombad 0.3574880248581171 0.5434713518691927
grad2 1.026433692323439 1.0472326459032986
grad3 0.998900208704609 1.0606284500283574
grad4 1.0525794696821822 1.067715810919255
tfp 0.6402592229336113 0.6414424838955726
f =  23.295544210323154 , pars =  [-0.01625107  3.43272115  0.81253661  0.56046027]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07920479525843864
trans_fromgood 0.9647473312433346 0.9677010690018003
trans_frombad 0.3574880248581171 0.5440916699363736
grad2 1.026433692323439 1.0471708891939717
grad3 0.998900208704609 1.0602580237050567
grad4 1.0525794696821822 1.067357253316399
tfp 0.6402592229336113 0.6401602840680578
f =  23.7036468560117 , pars =  [-0.01502935  3.43275079  0.8142371   0.55804115]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.0785895320982373
trans_fromgood 0.9647473312433346 0.9677020263399146
trans_frombad 0.3574880248581171 0.5466865176535036
grad2 1.026433692323439 1.0464242320992982
grad3 0.998900208704609 1.0592382478647138
grad4 1.0525794696821822 1.0663151306082543
tfp 0.6402592229336113 0.6430558723327464
f =  24.036504238428513 , pars =  [-0.01596772  3.43323281  0.81387317  0.56082756]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07913117813384742
trans_fromgood 0.9647473312433346 0.9677175908830982
trans_frombad 0.3574880248581171 0.5488164565005851
grad2 1.026433692323439 1.0472873865666843
grad3 0.998900208704609 1.0591308708030307
grad4 1.0525794696821822 1.0661369188586989
tfp 0.6402592229336113 0.6411320996290022
f =  23.226974003186623 , pars =  [-0.01730029  3.43279596  0.81348456  0.55965961]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07908555663355715
trans_fromgood 0.9647473312433346 0.9677034852583491
trans_frombad 0.3574880248581171 0.5431194378543834
grad2 1.026433692323439 1.0476100598278724
grad3 0.998900208704609 1.0607884220032746
grad4 1.0525794696821822 1.0679276581657642
tfp 0.6402592229336113 0.6414734552118391
f =  24.297270275011552 , pars =  [-0.01652116  3.43191872  0.81382491  0.56032   ]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07926173912737863
trans_fromgood 0.9647473312433346 0.9676751411520416
trans_frombad 0.3574880248581171 0.5494990111888082
grad2 1.026433692323439 1.0476657103496239
grad3 0.998900208704609 1.0595422022661176
grad4 1.0525794696821822 1.0663909024802023
tfp 0.6402592229336113 0.6408910534785572
f =  22.96839119456552 , pars =  [-0.01628148  3.43364954  0.81337624  0.55950888]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07895201746815932
trans_fromgood 0.9647473312433346 0.9677310410841541
trans_frombad 0.3574880248581171 0.5409135684143964
grad2 1.026433692323439 1.0485622537242643
grad3 0.998900208704609 1.0619884156491184
grad4 1.0525794696821822 1.0691064146626386
tfp 0.6402592229336113 0.6410074727170403
f =  24.220766863640655 , pars =  [-0.01623214  3.43286454  0.8146057   0.55994105]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07875659357647034
trans_fromgood 0.9647473312433346 0.9677057001649868
trans_frombad 0.3574880248581171 0.5462743907319434
grad2 1.026433692323439 1.0465822689190845
grad3 0.998900208704609 1.0594602048577302
grad4 1.0525794696821822 1.0665586991300953
tfp 0.6402592229336113 0.6446366861361403
f =  24.09479092242513 , pars =  [-0.01559357  3.43246192  0.81323951  0.55978267]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07908663722594773
trans_fromgood 0.9647473312433346 0.9676926951930147
trans_frombad 0.3574880248581171 0.5495184061534311
grad2 1.026433692323439 1.0471621248920266
grad3 0.998900208704609 1.058999646012471
grad4 1.0525794696821822 1.0659713414418608
tfp 0.6402592229336113 0.6407170442501497
f =  23.249036288225817 , pars =  [-0.01595131  3.4326897   0.81384666  0.55918865]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07898538106237377
trans_fromgood 0.9647473312433346 0.9677000533157069
trans_frombad 0.3574880248581171 0.5445074019358472
grad2 1.026433692323439 1.0470928210067132
grad3 0.998900208704609 1.0600140611167421
grad4 1.0525794696821822 1.0671691917844777
tfp 0.6402592229336113 0.6409754928244284
f =  23.888286808686857 , pars =  [-0.01702754  3.43320845  0.81331196  0.56065036]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07893425659217315
trans_fromgood 0.9647473312433346 0.9677168046013305
trans_frombad 0.3574880248581171 0.5451189247235138
grad2 1.026433692323439 1.0469080578836485
grad3 0.998900208704609 1.0599453314894625
grad4 1.0525794696821822 1.0670254945398934
tfp 0.6402592229336113 0.6438816220255789
f =  24.235044042955536 , pars =  [-0.01649318  3.43304692  0.81350752  0.55961247]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07909767966475562
trans_fromgood 0.9647473312433346 0.9677115895854558
trans_frombad 0.3574880248581171 0.5495412897845361
grad2 1.026433692323439 1.047704567544328
grad3 0.998900208704609 1.0595946677770478
grad4 1.0525794696821822 1.0664526733292976
tfp 0.6402592229336113 0.6408450244950712
f =  23.342514645520605 , pars =  [-0.01634941  3.43281809  0.81351796  0.56005564]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07912066825224616
trans_fromgood 0.9647473312433346 0.9677042001152821
trans_frombad 0.3574880248581171 0.5459104381762904
grad2 1.026433692323439 1.0458765033314212
grad3 0.998900208704609 1.0589774722612562
grad4 1.0525794696821822 1.0660933671543324
tfp 0.6402592229336113 0.6407745790538547
f =  23.087922073291622 , pars =  [-0.01653501  3.43278273  0.813815    0.56006153]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07912129497881266
trans_fromgood 0.9647473312433346 0.9677030580700839
trans_frombad 0.3574880248581171 0.5426677920251076
grad2 1.026433692323439 1.0474114021994902
grad3 0.998900208704609 1.0607101993564192
grad4 1.0525794696821822 1.067852690367253
tfp 0.6402592229336113 0.6409222504009052
f =  22.988786610227404 , pars =  [-0.01634142  3.43287625  0.81364455  0.56012551]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07903539235716414
trans_fromgood 0.9647473312433346 0.9677060782944281
trans_frombad 0.3574880248581171 0.5402265777488658
grad2 1.026433692323439 1.0487870681996805
grad3 0.998900208704609 1.0622938583204162
grad4 1.0525794696821822 1.0694511897780465
tfp 0.6402592229336113 0.6415677205313828
f =  24.289785022857693 , pars =  [-0.01635135  3.43289044  0.81369758  0.56000706]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07912316290576285
trans_fromgood 0.9647473312433346 0.96770653655036
trans_frombad 0.3574880248581171 0.5499817360955146
grad2 1.026433692323439 1.0474759259845063
grad3 0.998900208704609 1.0593139224052772
grad4 1.0525794696821822 1.066157065112384
tfp 0.6402592229336113 0.64106684296037
f =  22.998620070169345 , pars =  [-0.01642383  3.43293965  0.81359761  0.56004873]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07910999765863316
trans_fromgood 0.9647473312433346 0.9677081256208345
trans_frombad 0.3574880248581171 0.543998326872721
grad2 1.026433692323439 1.0457854564754732
grad3 0.998900208704609 1.0591758913650595
grad4 1.0525794696821822 1.0664123068872449
tfp 0.6402592229336113 0.6407632625171078
f =  24.610610060483964 , pars =  [-0.01645588  3.432816    0.81361066  0.56011023]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07898149029433019
trans_fromgood 0.9647473312433346 0.9677041326908222
trans_frombad 0.3574880248581171 0.550952994558448
grad2 1.026433692323439 1.0470740546565807
grad3 0.998900208704609 1.058837101111376
grad4 1.0525794696821822 1.0656748332756245
tfp 0.6402592229336113 0.642937609163209
f =  24.31153939832526 , pars =  [-0.01637371  3.43275569  0.81364328  0.56006841]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07914678881189062
trans_fromgood 0.9647473312433346 0.9677021847378785
trans_frombad 0.3574880248581171 0.5511965322769812
grad2 1.026433692323439 1.046492038597518
grad3 0.998900208704609 1.0582274723430185
grad4 1.0525794696821822 1.0651003513659631
tfp 0.6402592229336113 0.6409155567186817
f =  23.061384278692646 , pars =  [-0.0163525   3.43288918  0.8135498   0.56000473]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07893632623515887
trans_fromgood 0.9647473312433346 0.9677064957518664
trans_frombad 0.3574880248581171 0.5409179035593076
grad2 1.026433692323439 1.0483053550923054
grad3 0.998900208704609 1.061651026088524
grad4 1.0525794696821822 1.06886194406057
tfp 0.6402592229336113 0.6423638087881072
f =  23.257361481780915 , pars =  [-0.01645198  3.43283796  0.81370088  0.56004803]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07912467351703881
trans_fromgood 0.9647473312433346 0.9677048418905952
trans_frombad 0.3574880248581171 0.5439690443496913
grad2 1.026433692323439 1.0472688403600554
grad3 0.998900208704609 1.060286699200736
grad4 1.0525794696821822 1.0674285537862276
tfp 0.6402592229336113 0.6408433563816449
f =  23.22556520032602 , pars =  [-0.01634041  3.43290776  0.81358969  0.56009977]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07911750595466992
trans_fromgood 0.9647473312433346 0.9677070957608265
trans_frombad 0.3574880248581171 0.5438538557411009
grad2 1.026433692323439 1.0471190180515104
grad3 0.998900208704609 1.0603261987631716
grad4 1.0525794696821822 1.0674411120987863
tfp 0.6402592229336113 0.6407607673928084
estimation did converge, now computing standard errors...
             value   free        se
name                               
sigma     2.096055  False       NaN
beta      0.970000  False       NaN
phi       0.294007  False       NaN
psi       0.142842  False       NaN
delta_h1 -0.016390   True  0.115464
delta_h2  3.432850   True  0.120477
eta       0.000000  False       NaN
tfp       0.813624   True  0.011335
price     0.561045   True  0.020212
risk      0.000000  False       NaN
